Youtube-8m Videos and Frames Generator
This repository contains scripts for downloading videos corresponding to a particular or a few categories of youtube-8m dataset.
The official youtube-8m dataset website contains information for downloading only videos and frame level features in the format of tensorflow protocal buffers. Hence, in this repository I wrote a few bash scripts for download ids, videos and frames of youtube-8m dataset.
UPDATED to support May 2018 version which has 6.1M videos, 3862 classes (The older Feb 2017 version of the Youtube8M dataset had 7.0M videos and 4716 classes). You can access the older version of this repository which worked with the Feb 2017 version from this link
A summary of how this repository works can be found here.
Dependencies
Dependencies for downloading youtube video ids for categories
- Basic bash commands like grep, awk and cut should work.
Dependencies for downloading youtube videos from ids
Dependencies for generation of frames from videos
TODO
- Improve the video generation using a file for categories
- Add support for video limit per category
Usage
First look up the categories you want to download from youtube8mcategories.txt. The number of videos on youtube corresponding to that category is listed under the parenthesis.
Copy all these categories to a txt file with each category in a new line. Make sure that you don't add any extra characters to category name and that you add a new line after the last category.
Check selectedcategories.txt for example format.
Download multiple category videos and ids
bash downloadmulticategoryvideos.sh <number-of-videos-per-category> <selected-category-file-name>
This downloads youtube-ids corresponding to the categories in <selected-category-file-name> file under the folder category-ids. It also downloads <number-of-videos-per-category> videos per category in videos folder (The video names have a prefix as their category name). If you would like to download all the videos specify <number-of-videos-per-category> as 0.
By default a video is downloaded in the best possible resolution. If you want to download only an mp4 of a fixed resolution like 1280x720, you can do this changing the value for -f modifier in downloadvideos.sh at line numbers 31 and 40 (-f 22 stands for mp4 1280x720 whereas -f best stands for best possible resolution). To list the types of formats supported refer this stackoverflow question.
Example Usage
bash downloadmulticategoryvideos.sh 10 selectedcategories.txt
This will download 10 videos for each category in selectedcategories.txt
Generate Frames
The next step is to generate frames corresponding to the videos downloaded in the previous step.
bash generateframesfromvideos.sh <path_to_directory_containing_videos> <path_to_directory_to_store_frames> <frames_format>
This generates the frames corresponding to the videos. In <frame_format> you can specify png(lossless compression) or jpg(lossy compression) or bmp(lossless) etc.
The file size of the frames is the following order: bmp > png > jpg
I would suggest to use png if bmp is not specifically required.
Example usage
mkdir frames
bash generateframesfromvideos.sh videos frames png
This will generates frames in png format under the frames folder.
Optional Usage
Download video-ids
bash downloadcategoryids.sh <number-of-videos> <category-name>
This downloads <number-of-videos> youtube-ids corresponding to the category-name under the folder category-ids. If you would like to download all the videos specify <number-of-videos> as 0.
Example usage
bash downloadcategoryids.sh 0 The Walt Disney Company
Be really careful and don't include any extra spaces after the category name.
Correct category name: "The Walt Disney Company"
Incorrect category name: "The Walt Disney Company " or " The Walt Disney Company" etc.
Download videos
To download videos corresponding to the video-ids downloaded in the previous step.
bash downloadvideos.sh <number-of-videos> <category-name>
This downloads <number-of-videos> youtube videos corresponding to the category-name under the folder videos. If you want to download all the videos of the category specify <number-of-videos> as 0
By default a video is downloaded in the best possible resolution. If you want to download only an mp4 of a fixed resolution like 1280x720, you can do this changing the value for -f modifier in downloadvideos.sh at line numbers 31 and 40 (-f 22 stands for mp4 1280x720 whereas -f best stands for best possible resolution). To list the types of formats supported refer this stackoverflow question.
Example usage
bash downloadvideos.sh 10 The Walt Disney Company
This will download 10 videos of the The Walt Disney Company category in the videos folder.
Contact
If you have any questions or suggestions about the code, feel free to create an issue.